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    <title>Benchmarks on Greg Herlein</title>
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    <description>Recent content in Benchmarks on Greg Herlein</description>
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    <copyright>&amp;copy; 2018-2026. All rights reserved.</copyright>
    <lastBuildDate>Wed, 26 Aug 2026 09:00:00 -0700</lastBuildDate>
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      <title>AI Agents are a Context Management Strategy in a Trenchcoat</title>
      <link>https://blog.herlein.com/post/ai-agents-in-trenchcoats/</link>
      <pubDate>Wed, 26 Aug 2026 09:00:00 -0700</pubDate>
      <guid>https://blog.herlein.com/post/ai-agents-in-trenchcoats/</guid>
      <description>&lt;p&gt;My experience is that Claude Code is great with Foundation Models, but way too heavy for local inference.  I&amp;rsquo;ve been enjoying oh-my-pi (omp) but was surprised that hax (a simpler agent in written in C) was TWICE as fast and used HALF the tokens! It&amp;rsquo;s all about PREFILL&lt;sup id=&#34;fnref:1&#34;&gt;&lt;a href=&#34;#fn:1&#34; class=&#34;footnote-ref&#34; role=&#34;doc-noteref&#34;&gt;1&lt;/a&gt;&lt;/sup&gt;.  Read on!&lt;/p&gt;</description>
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